Task 14197598

Name ParityModified-1647045493-12523-1-0_1
Workunit 10843404
Created 1 Apr 2022, 14:33:40 UTC
Sent 1 Apr 2022, 15:15:28 UTC
Report deadline 9 Apr 2022, 15:15:28 UTC
Received 2 Apr 2022, 15:10:41 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 17450
Run time 1 hours 42 min 58 sec
CPU time 1 hours 38 min 17 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 2,259.37 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.59 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
             main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311679 | val_loss: 0.0311752 | Time: 3006.64 ms
[2022-04-01 14:39:43	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311676 | val_loss: 0.0311734 | Time: 3005.92 ms
[2022-04-01 14:39:46	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311667 | val_loss: 0.0311742 | Time: 3002.3 ms
[2022-04-01 14:39:49	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311677 | val_loss: 0.0311747 | Time: 3018.09 ms
[2022-04-01 14:39:52	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311665 | val_loss: 0.0311747 | Time: 3003.85 ms
[2022-04-01 14:39:55	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311669 | val_loss: 0.0311781 | Time: 2991.9 ms
[2022-04-01 14:39:58	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311679 | val_loss: 0.0311764 | Time: 2997.77 ms
[2022-04-01 14:40:01	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311675 | val_loss: 0.0311764 | Time: 3035.47 ms
[2022-04-01 14:40:05	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311666 | val_loss: 0.0311752 | Time: 3015.11 ms
[2022-04-01 14:40:08	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311662 | val_loss: 0.0311754 | Time: 3000.22 ms
[2022-04-01 14:40:11	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311667 | val_loss: 0.031176 | Time: 3018.15 ms
[2022-04-01 14:40:14	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311664 | val_loss: 0.0311751 | Time: 2998.6 ms
[2022-04-01 14:40:17	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311664 | val_loss: 0.031176 | Time: 3008.29 ms
[2022-04-01 14:40:20	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311697 | val_loss: 0.0311783 | Time: 3004.35 ms
[2022-04-01 14:40:23	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311739 | val_loss: 0.0311787 | Time: 2984.45 ms
[2022-04-01 14:40:26	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311709 | val_loss: 0.0311795 | Time: 2992.4 ms
[2022-04-01 14:40:29	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311699 | val_loss: 0.0311754 | Time: 3021.7 ms
[2022-04-01 14:40:32	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.031168 | val_loss: 0.0311746 | Time: 3034.76 ms
[2022-04-01 14:40:35	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311695 | val_loss: 0.0311758 | Time: 2993.52 ms
[2022-04-01 14:40:48	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311674 | val_loss: 0.0311767 | Time: 12989.7 ms
[2022-04-01 14:40:51	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311668 | val_loss: 0.0311746 | Time: 3045.65 ms
[2022-04-01 14:40:54	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311664 | val_loss: 0.0311748 | Time: 3005.19 ms
[2022-04-01 14:40:57	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311662 | val_loss: 0.0311748 | Time: 3036.2 ms
[2022-04-01 14:41:00	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.031166 | val_loss: 0.0311737 | Time: 3019.67 ms
[2022-04-01 14:41:03	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.031168 | val_loss: 0.0311795 | Time: 3051.88 ms
[2022-04-01 14:41:06	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311666 | val_loss: 0.0311738 | Time: 3037.15 ms
[2022-04-01 14:41:09	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311668 | val_loss: 0.0311746 | Time: 3007.74 ms
[2022-04-01 14:41:12	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311685 | val_loss: 0.0311767 | Time: 3023.35 ms
[2022-04-01 14:41:15	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311662 | val_loss: 0.0311807 | Time: 3014.78 ms
[2022-04-01 14:41:18	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311663 | val_loss: 0.0311736 | Time: 3018 ms
[2022-04-01 14:41:21	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311654 | val_loss: 0.0311759 | Time: 3011.2 ms
[2022-04-01 14:41:24	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311649 | val_loss: 0.0311726 | Time: 3027.63 ms
[2022-04-01 14:41:27	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311645 | val_loss: 0.0311726 | Time: 3016.8 ms
[2022-04-01 14:41:30	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311639 | val_loss: 0.0311737 | Time: 3005.3 ms
[2022-04-01 14:41:33	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.031164 | val_loss: 0.0311732 | Time: 3012.59 ms
[2022-04-01 14:41:36	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311633 | val_loss: 0.0311725 | Time: 3014.84 ms
[2022-04-01 14:41:39	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311639 | val_loss: 0.0311762 | Time: 3026.49 ms
[2022-04-01 14:41:42	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311652 | val_loss: 0.0311772 | Time: 3015.86 ms
[2022-04-01 14:41:45	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311633 | val_loss: 0.0311725 | Time: 2996.74 ms
[2022-04-01 14:41:48	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311635 | val_loss: 0.0311745 | Time: 3012.01 ms
[2022-04-01 14:41:51	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311654 | val_loss: 0.0311737 | Time: 3010.2 ms
[2022-04-01 14:41:54	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311653 | val_loss: 0.0311817 | Time: 3000.98 ms
[2022-04-01 14:41:57	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311657 | val_loss: 0.0311726 | Time: 3024.7 ms
[2022-04-01 14:42:00	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311636 | val_loss: 0.0311725 | Time: 3030.2 ms
[2022-04-01 14:42:03	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311651 | val_loss: 0.0311728 | Time: 3007.18 ms
[2022-04-01 14:42:06	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311687 | val_loss: 0.0311768 | Time: 3017.59 ms
[2022-04-01 14:42:09	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311654 | val_loss: 0.0311781 | Time: 3025.73 ms
[2022-04-01 14:42:12	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311633 | val_loss: 0.0311725 | Time: 3037.18 ms
[2022-04-01 14:42:15	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311622 | val_loss: 0.0311725 | Time: 3029.32 ms
[2022-04-01 14:42:18	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311629 | val_loss: 0.0311758 | Time: 3012.46 ms
[2022-04-01 14:42:21	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311632 | val_loss: 0.0311744 | Time: 3000.44 ms
[2022-04-01 14:42:24	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311624 | val_loss: 0.0311727 | Time: 3020.59 ms
[2022-04-01 14:42:27	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311615 | val_loss: 0.0311714 | Time: 3055.26 ms
[2022-04-01 14:42:30	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311613 | val_loss: 0.0311725 | Time: 3019.83 ms
[2022-04-01 14:42:34	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.031161 | val_loss: 0.0311723 | Time: 3019.53 ms
[2022-04-01 14:42:37	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311626 | val_loss: 0.031172 | Time: 3011.52 ms
[2022-04-01 14:42:40	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311642 | val_loss: 0.031172 | Time: 3001.27 ms
[2022-04-01 14:42:43	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311645 | val_loss: 0.0311721 | Time: 3013.26 ms
[2022-04-01 14:42:46	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311605 | val_loss: 0.031173 | Time: 3014.96 ms
[2022-04-01 14:42:49	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.031161 | val_loss: 0.0311755 | Time: 2997.61 ms
[2022-04-01 14:42:52	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311617 | val_loss: 0.0311723 | Time: 3024.31 ms
[2022-04-01 14:42:55	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311609 | val_loss: 0.0311778 | Time: 2997.69 ms
[2022-04-01 14:42:58	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311636 | val_loss: 0.0311728 | Time: 2997.51 ms
[2022-04-01 14:43:01	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311614 | val_loss: 0.031174 | Time: 2996.48 ms
[2022-04-01 14:43:04	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0312178 | val_loss: 0.0312286 | Time: 2985.9 ms
[2022-04-01 14:43:07	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0313954 | val_loss: 0.0313535 | Time: 2987.89 ms
[2022-04-01 14:43:10	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0314273 | val_loss: 0.0312959 | Time: 3032.39 ms
[2022-04-01 14:43:13	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0312657 | val_loss: 0.0312529 | Time: 2995.25 ms
[2022-04-01 14:43:16	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0312508 | val_loss: 0.0312474 | Time: 3018.85 ms
[2022-04-01 14:43:19	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0312464 | val_loss: 0.0312434 | Time: 3014.08 ms
[2022-04-01 14:43:22	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.031245 | val_loss: 0.0312393 | Time: 3002.81 ms
[2022-04-01 14:43:25	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0312439 | val_loss: 0.0312366 | Time: 3013.42 ms
[2022-04-01 14:43:28	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0312398 | val_loss: 0.0312379 | Time: 3015.1 ms
[2022-04-01 14:43:31	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0312437 | val_loss: 0.0312373 | Time: 3011.83 ms
[2022-04-01 14:43:34	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0312393 | val_loss: 0.0312357 | Time: 3020.92 ms
[2022-04-01 14:43:37	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0312411 | val_loss: 0.0312468 | Time: 2987.55 ms
[2022-04-01 14:43:40	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0312395 | val_loss: 0.0312358 | Time: 2988.78 ms
[2022-04-01 14:43:43	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0312373 | val_loss: 0.0312325 | Time: 3003.37 ms
[2022-04-01 14:43:46	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0312355 | val_loss: 0.0312348 | Time: 3003.51 ms
[2022-04-01 14:43:49	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.031239 | val_loss: 0.0312391 | Time: 3000.84 ms
[2022-04-01 14:43:52	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0312368 | val_loss: 0.0312357 | Time: 3029.96 ms
[2022-04-01 14:43:55	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0312359 | val_loss: 0.0312312 | Time: 3013.43 ms
[2022-04-01 14:43:58	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0312321 | val_loss: 0.0312272 | Time: 3028.25 ms
[2022-04-01 14:44:01	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0312331 | val_loss: 0.0312267 | Time: 2981.98 ms
[2022-04-01 14:44:04	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0312288 | val_loss: 0.0312256 | Time: 3012.89 ms
[2022-04-01 14:44:07	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0312305 | val_loss: 0.031226 | Time: 3004.28 ms
[2022-04-01 14:44:10	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0312281 | val_loss: 0.031223 | Time: 3019.58 ms
[2022-04-01 14:44:13	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0312258 | val_loss: 0.031225 | Time: 3021 ms
[2022-04-01 14:44:16	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0312261 | val_loss: 0.0312213 | Time: 3015.69 ms
[2022-04-01 14:44:19	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0312231 | val_loss: 0.0312179 | Time: 2977.72 ms
[2022-04-01 14:44:22	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.031223 | val_loss: 0.0312225 | Time: 3010.65 ms
[2022-04-01 14:44:25	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0312264 | val_loss: 0.0312412 | Time: 2985.44 ms
[2022-04-01 14:44:28	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0312327 | val_loss: 0.0312226 | Time: 3000.71 ms
[2022-04-01 14:44:31	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0312245 | val_loss: 0.0312182 | Time: 3009.58 ms
[2022-04-01 14:44:34	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0312216 | val_loss: 0.031229 | Time: 3028.75 ms
[2022-04-01 14:44:37	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0312247 | val_loss: 0.0312191 | Time: 2979.26 ms
[2022-04-01 14:44:40	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0312195 | val_loss: 0.0312246 | Time: 3021.5 ms
[2022-04-01 14:44:43	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0312242 | val_loss: 0.0312204 | Time: 3019.49 ms
[2022-04-01 14:44:46	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0312206 | val_loss: 0.0312194 | Time: 3036.04 ms
[2022-04-01 14:44:49	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.031229 | val_loss: 0.0312324 | Time: 3005.09 ms
[2022-04-01 14:44:52	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0312268 | val_loss: 0.0312341 | Time: 3028.24 ms
[2022-04-01 14:44:55	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0312251 | val_loss: 0.0312169 | Time: 3020.27 ms
[2022-04-01 14:44:58	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0312217 | val_loss: 0.0312156 | Time: 3021.98 ms
[2022-04-01 14:45:01	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0312192 | val_loss: 0.0312162 | Time: 3024.67 ms
[2022-04-01 14:45:04	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0312222 | val_loss: 0.0312197 | Time: 3022.45 ms
[2022-04-01 14:45:07	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0312205 | val_loss: 0.0312168 | Time: 3034.66 ms
[2022-04-01 14:45:10	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0312185 | val_loss: 0.0312161 | Time: 3024.76 ms
[2022-04-01 14:45:13	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0312202 | val_loss: 0.0312178 | Time: 3031.84 ms
[2022-04-01 14:45:16	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0312212 | val_loss: 0.0312272 | Time: 3033.61 ms
[2022-04-01 14:45:19	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0312224 | val_loss: 0.031215 | Time: 3036.3 ms
[2022-04-01 14:45:22	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0312199 | val_loss: 0.0312154 | Time: 3040.18 ms
[2022-04-01 14:45:25	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0312223 | val_loss: 0.0312227 | Time: 2997.81 ms
[2022-04-01 14:45:29	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0312201 | val_loss: 0.0312199 | Time: 3014.56 ms
[2022-04-01 14:45:32	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0312186 | val_loss: 0.0312143 | Time: 3000.61 ms
[2022-04-01 14:45:35	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0312178 | val_loss: 0.031216 | Time: 3023.49 ms
[2022-04-01 14:45:38	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0312172 | val_loss: 0.0312156 | Time: 3035.09 ms
[2022-04-01 14:45:41	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0312174 | val_loss: 0.0312147 | Time: 3017.88 ms
[2022-04-01 14:45:44	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0312181 | val_loss: 0.0312144 | Time: 3012.28 ms
[2022-04-01 14:45:47	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0312172 | val_loss: 0.0312167 | Time: 3037.7 ms
[2022-04-01 14:45:50	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0312178 | val_loss: 0.0312144 | Time: 3031.55 ms
[2022-04-01 14:45:53	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0312173 | val_loss: 0.0312139 | Time: 3020.81 ms
[2022-04-01 14:45:56	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0312178 | val_loss: 0.0312147 | Time: 3000.52 ms
[2022-04-01 14:45:59	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0312183 | val_loss: 0.0312191 | Time: 3029.31 ms
[2022-04-01 14:46:02	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0312184 | val_loss: 0.0312212 | Time: 3022.21 ms
[2022-04-01 14:46:05	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0312167 | val_loss: 0.0312131 | Time: 3038.72 ms
[2022-04-01 14:46:08	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0312164 | val_loss: 0.0312156 | Time: 3031.39 ms
[2022-04-01 14:46:11	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0312175 | val_loss: 0.031215 | Time: 2990.68 ms
[2022-04-01 14:46:14	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0312183 | val_loss: 0.0312165 | Time: 3021.81 ms
[2022-04-01 14:46:17	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0312174 | val_loss: 0.0312148 | Time: 3027.69 ms
[2022-04-01 14:46:20	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0312159 | val_loss: 0.0312152 | Time: 3032.03 ms
[2022-04-01 14:46:23	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0312173 | val_loss: 0.0312141 | Time: 2997.43 ms
[2022-04-01 14:46:26	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0312165 | val_loss: 0.0312142 | Time: 3003.03 ms
[2022-04-01 14:46:29	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0312192 | val_loss: 0.0312163 | Time: 3007.2 ms
[2022-04-01 14:46:32	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0312159 | val_loss: 0.0312131 | Time: 3010.19 ms
[2022-04-01 14:46:35	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0312156 | val_loss: 0.0312143 | Time: 3007.55 ms
[2022-04-01 14:46:38	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0312177 | val_loss: 0.0312161 | Time: 3012.87 ms
[2022-04-01 14:46:41	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0312151 | val_loss: 0.0312129 | Time: 2999.62 ms
[2022-04-01 14:46:44	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.031215 | val_loss: 0.0312129 | Time: 3039.47 ms
[2022-04-01 14:46:47	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0312146 | val_loss: 0.0312123 | Time: 3025.77 ms
[2022-04-01 14:46:50	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0312151 | val_loss: 0.0312144 | Time: 3016.69 ms
[2022-04-01 14:46:53	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0312146 | val_loss: 0.0312123 | Time: 3018.94 ms
[2022-04-01 14:46:56	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0312148 | val_loss: 0.0312122 | Time: 3022.1 ms
[2022-04-01 14:46:59	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0312152 | val_loss: 0.0312135 | Time: 2999.8 ms
[2022-04-01 14:47:02	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0312153 | val_loss: 0.0312133 | Time: 2999.16 ms
[2022-04-01 14:47:05	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0312154 | val_loss: 0.031213 | Time: 2990.96 ms
[2022-04-01 14:47:08	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.031215 | val_loss: 0.0312127 | Time: 3005.18 ms
[2022-04-01 14:47:11	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0312148 | val_loss: 0.0312117 | Time: 3013.93 ms
[2022-04-01 14:47:14	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0312157 | val_loss: 0.0312116 | Time: 3013.58 ms
[2022-04-01 14:47:17	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0312167 | val_loss: 0.0312174 | Time: 3039.77 ms
[2022-04-01 14:47:20	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0312166 | val_loss: 0.0312125 | Time: 3026.48 ms
[2022-04-01 14:47:23	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0312159 | val_loss: 0.031211 | Time: 2999.22 ms
[2022-04-01 14:47:26	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0312141 | val_loss: 0.0312124 | Time: 3049.05 ms
[2022-04-01 14:47:30	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0312136 | val_loss: 0.0312107 | Time: 3110.04 ms
[2022-04-01 14:47:33	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0312149 | val_loss: 0.0312125 | Time: 3064.53 ms
[2022-04-01 14:47:36	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0312148 | val_loss: 0.0312149 | Time: 3052.44 ms
[2022-04-01 14:47:39	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0312143 | val_loss: 0.031213 | Time: 3031.7 ms
[2022-04-01 14:47:42	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.031217 | val_loss: 0.0312184 | Time: 3051.64 ms
[2022-04-01 14:47:45	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0312161 | val_loss: 0.0312122 | Time: 3029.86 ms
[2022-04-01 14:47:48	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.031213 | val_loss: 0.0312126 | Time: 3052.58 ms
[2022-04-01 14:47:51	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0312137 | val_loss: 0.0312117 | Time: 3090.97 ms
[2022-04-01 14:47:54	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0312131 | val_loss: 0.0312117 | Time: 3067.65 ms
[2022-04-01 14:47:57	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0312139 | val_loss: 0.0312112 | Time: 3059.39 ms
[2022-04-01 14:48:00	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0312135 | val_loss: 0.0312119 | Time: 3017.55 ms
[2022-04-01 14:48:03	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0312143 | val_loss: 0.03121 | Time: 3058.1 ms
[2022-04-01 14:48:06	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0312143 | val_loss: 0.0312125 | Time: 3034.57 ms
[2022-04-01 14:48:09	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0312167 | val_loss: 0.0312146 | Time: 3102.07 ms
[2022-04-01 14:48:12	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0312139 | val_loss: 0.0312109 | Time: 3087.11 ms
[2022-04-01 14:48:15	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0312152 | val_loss: 0.0312167 | Time: 3103.07 ms
[2022-04-01 14:48:19	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0312146 | val_loss: 0.031215 | Time: 3055.17 ms
[2022-04-01 14:48:22	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0312168 | val_loss: 0.0312125 | Time: 3076.57 ms
[2022-04-01 14:48:25	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0312131 | val_loss: 0.031214 | Time: 3034.56 ms
[2022-04-01 14:48:28	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0312135 | val_loss: 0.0312126 | Time: 3049.64 ms
[2022-04-01 14:48:31	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0312127 | val_loss: 0.0312095 | Time: 3062.12 ms
[2022-04-01 14:48:34	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0312115 | val_loss: 0.0312105 | Time: 3078.62 ms
[2022-04-01 14:48:37	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0312122 | val_loss: 0.0312103 | Time: 3062.43 ms
[2022-04-01 14:48:40	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0312126 | val_loss: 0.0312147 | Time: 3058.67 ms
[2022-04-01 14:48:43	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0312136 | val_loss: 0.0312177 | Time: 3108.32 ms
[2022-04-01 14:48:46	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0312144 | val_loss: 0.0312114 | Time: 3066.15 ms
[2022-04-01 14:48:49	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0312115 | val_loss: 0.0312092 | Time: 3087.05 ms
[2022-04-01 14:48:52	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0312129 | val_loss: 0.0312124 | Time: 3118.25 ms
[2022-04-01 14:48:55	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.031212 | val_loss: 0.0312098 | Time: 2994.53 ms
[2022-04-01 14:48:58	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0312125 | val_loss: 0.0312119 | Time: 2995.24 ms
[2022-04-01 14:49:01	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.031212 | val_loss: 0.0312098 | Time: 3023.89 ms
[2022-04-01 14:49:04	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0312135 | val_loss: 0.0312092 | Time: 3037.45 ms
[2022-04-01 14:49:08	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0312118 | val_loss: 0.0312097 | Time: 3017.51 ms
[2022-04-01 14:49:11	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0312119 | val_loss: 0.0312119 | Time: 3031.33 ms
[2022-04-01 14:49:14	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0312117 | val_loss: 0.0312094 | Time: 3041.79 ms
[2022-04-01 14:49:17	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0312151 | val_loss: 0.0312088 | Time: 3046.35 ms
[2022-04-01 14:49:20	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0312103 | val_loss: 0.0312091 | Time: 3060.47 ms
[2022-04-01 14:49:23	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0312112 | val_loss: 0.0312084 | Time: 3007.93 ms
[2022-04-01 14:49:26	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0312104 | val_loss: 0.0312092 | Time: 3007.71 ms
[2022-04-01 14:49:29	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0312103 | val_loss: 0.0312082 | Time: 3034.36 ms
[2022-04-01 14:49:32	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0312103 | val_loss: 0.0312127 | Time: 2994.93 ms
[2022-04-01 14:49:35	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0312109 | val_loss: 0.0312132 | Time: 3006.59 ms
[2022-04-01 14:49:38	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0312101 | val_loss: 0.0312112 | Time: 3006.64 ms
[2022-04-01 14:49:41	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0312102 | val_loss: 0.0312094 | Time: 3025.72 ms
[2022-04-01 14:49:44	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0312095 | val_loss: 0.0312101 | Time: 2996.09 ms
[2022-04-01 14:49:47	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0312101 | val_loss: 0.0312103 | Time: 2994.97 ms
[2022-04-01 14:49:50	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0312111 | val_loss: 0.0312096 | Time: 3005.52 ms
[2022-04-01 14:49:53	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0312112 | val_loss: 0.0312089 | Time: 3030.23 ms
[2022-04-01 14:49:56	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0312117 | val_loss: 0.031209 | Time: 3013.09 ms
[2022-04-01 14:49:59	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0312095 | val_loss: 0.0312088 | Time: 3026.03 ms
[2022-04-01 14:50:02	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0312096 | val_loss: 0.0312088 | Time: 3039.4 ms
[2022-04-01 14:50:05	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0312105 | val_loss: 0.0312099 | Time: 3030.47 ms
[2022-04-01 14:50:08	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0312101 | val_loss: 0.0312109 | Time: 3051.41 ms
[2022-04-01 14:50:11	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0312096 | val_loss: 0.031208 | Time: 3024.12 ms
[2022-04-01 14:50:14	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0312089 | val_loss: 0.0312095 | Time: 3023.61 ms
[2022-04-01 14:50:17	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0312098 | val_loss: 0.03121 | Time: 3015.85 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1050 Ti)
[2022-04-02 09:35:01	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-02 09:35:01	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-02 09:35:01	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-02 09:35:01	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-02 09:35:01	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-02 09:35:01	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-02 09:35:01	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-02 09:35:01	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-02 09:35:01	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-02 09:35:01	                main:474]	:	INFO	:	Configuration: 
[2022-04-02 09:35:01	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-02 09:35:01	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-02 09:35:01	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-02 09:35:01	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-02 09:35:01	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-02 09:35:01	                main:480]	:	INFO	:	    Patience: 10
[2022-04-02 09:35:01	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-02 09:35:01	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-02 09:35:01	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-02 09:35:01	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-02 09:35:01	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-02 09:35:01	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-02 09:35:02	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-02 09:35:04	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-02 09:35:04	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-02 09:35:04	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-02 09:35:04	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-02 09:35:04	                main:494]	:	INFO	:	Creating Model
[2022-04-02 09:35:04	                main:507]	:	INFO	:	Preparing config file
[2022-04-02 09:35:04	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-02 09:35:04	                main:512]	:	INFO	:	Loading config
[2022-04-02 09:35:04	                main:514]	:	INFO	:	Loading state
[2022-04-02 09:35:05	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-02 09:35:05	                main:562]	:	INFO	:	Starting Training
[2022-04-02 09:35:09	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0313024 | val_loss: 0.0312504 | Time: 3601.77 ms
[2022-04-02 09:35:12	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0312447 | val_loss: 0.0312323 | Time: 3021 ms
[2022-04-02 09:35:15	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0312219 | val_loss: 0.0312098 | Time: 2981.94 ms
[2022-04-02 09:35:18	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0312112 | val_loss: 0.0312051 | Time: 2971.46 ms
[2022-04-02 09:35:21	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0312078 | val_loss: 0.0312036 | Time: 2972.51 ms
[2022-04-02 09:35:24	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0312062 | val_loss: 0.0312027 | Time: 2990.3 ms
[2022-04-02 09:35:27	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0312041 | val_loss: 0.0312053 | Time: 2954.11 ms
[2022-04-02 09:35:30	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0312023 | val_loss: 0.0311999 | Time: 2990.81 ms
[2022-04-02 09:35:33	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0312024 | val_loss: 0.0312012 | Time: 2980.34 ms
[2022-04-02 09:35:36	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0312002 | val_loss: 0.0312029 | Time: 2961.86 ms
[2022-04-02 09:35:39	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311992 | val_loss: 0.031201 | Time: 3002.51 ms
[2022-04-02 09:35:42	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311995 | val_loss: 0.0311974 | Time: 2967.51 ms
[2022-04-02 09:35:45	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311973 | val_loss: 0.0311969 | Time: 2969.14 ms
[2022-04-02 09:35:48	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311983 | val_loss: 0.0311965 | Time: 3003.87 ms
[2022-04-02 09:35:51	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311961 | val_loss: 0.0311938 | Time: 2965.25 ms
[2022-04-02 09:35:54	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311949 | val_loss: 0.0312 | Time: 2983.04 ms
[2022-04-02 09:35:57	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311932 | val_loss: 0.0311958 | Time: 2983.96 ms
[2022-04-02 09:36:00	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.031191 | val_loss: 0.0311876 | Time: 2975.83 ms
[2022-04-02 09:36:02	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311911 | val_loss: 0.0311861 | Time: 2972.57 ms
[2022-04-02 09:36:05	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311908 | val_loss: 0.0311887 | Time: 2989.74 ms
[2022-04-02 09:36:08	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.031188 | val_loss: 0.0311825 | Time: 2972.95 ms
[2022-04-02 09:36:11	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311858 | val_loss: 0.0311874 | Time: 2987.41 ms
[2022-04-02 09:36:14	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311845 | val_loss: 0.03118 | Time: 2952.37 ms
[2022-04-02 09:36:17	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311819 | val_loss: 0.031178 | Time: 2971.27 ms
[2022-04-02 09:36:20	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311811 | val_loss: 0.031179 | Time: 2987.56 ms
[2022-04-02 09:36:23	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311898 | val_loss: 0.0311807 | Time: 2958.57 ms
[2022-04-02 09:36:26	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311866 | val_loss: 0.0311776 | Time: 2976.13 ms
[2022-04-02 09:36:29	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311797 | val_loss: 0.0311769 | Time: 2950.12 ms
[2022-04-02 09:36:32	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.031178 | val_loss: 0.0311755 | Time: 2969.65 ms
[2022-04-02 09:36:35	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311767 | val_loss: 0.0311748 | Time: 2971.41 ms
[2022-04-02 09:36:38	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311767 | val_loss: 0.0311763 | Time: 2997.51 ms
[2022-04-02 09:36:41	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311782 | val_loss: 0.0311762 | Time: 3000.39 ms
[2022-04-02 09:36:44	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311805 | val_loss: 0.031177 | Time: 2986.78 ms
[2022-04-02 09:36:47	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311766 | val_loss: 0.0311747 | Time: 3017.3 ms
[2022-04-02 09:36:50	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311745 | val_loss: 0.0311752 | Time: 2985.81 ms
[2022-04-02 09:36:53	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.031179 | val_loss: 0.0311836 | Time: 2976.29 ms
[2022-04-02 09:36:56	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311771 | val_loss: 0.0311732 | Time: 2987.88 ms
[2022-04-02 09:36:59	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311742 | val_loss: 0.0311722 | Time: 2976 ms
[2022-04-02 09:37:02	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311725 | val_loss: 0.0311716 | Time: 2987.26 ms
[2022-04-02 09:37:05	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.031172 | val_loss: 0.0311724 | Time: 2975.97 ms
[2022-04-02 09:37:08	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311731 | val_loss: 0.0311718 | Time: 3017.42 ms
[2022-04-02 09:37:11	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311731 | val_loss: 0.0311706 | Time: 3009.59 ms
[2022-04-02 09:37:14	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311716 | val_loss: 0.0311726 | Time: 2979.96 ms
[2022-04-02 09:37:17	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311721 | val_loss: 0.0311806 | Time: 2996.77 ms
[2022-04-02 09:37:20	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311738 | val_loss: 0.0311721 | Time: 2992.14 ms
[2022-04-02 09:37:23	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311713 | val_loss: 0.031171 | Time: 2987.21 ms
[2022-04-02 09:37:26	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311712 | val_loss: 0.031175 | Time: 3027.36 ms
[2022-04-02 09:37:29	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311699 | val_loss: 0.031174 | Time: 3054.51 ms
[2022-04-02 09:37:32	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311762 | val_loss: 0.0311778 | Time: 3009 ms
[2022-04-02 09:37:35	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311811 | val_loss: 0.0311756 | Time: 2992.01 ms
[2022-04-02 09:37:38	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311779 | val_loss: 0.0311744 | Time: 3010.99 ms
[2022-04-02 09:37:41	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311777 | val_loss: 0.0311721 | Time: 2999.24 ms
[2022-04-02 09:37:44	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.031175 | val_loss: 0.0311718 | Time: 3059.65 ms
[2022-04-02 09:37:47	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311791 | val_loss: 0.0311778 | Time: 2984.61 ms
[2022-04-02 09:37:50	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311769 | val_loss: 0.0311718 | Time: 3016.46 ms
[2022-04-02 09:37:53	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311734 | val_loss: 0.031169 | Time: 2991.76 ms
[2022-04-02 09:37:56	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311722 | val_loss: 0.0311805 | Time: 2970.84 ms
[2022-04-02 09:37:59	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311726 | val_loss: 0.0311675 | Time: 3009.26 ms
[2022-04-02 09:38:02	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311692 | val_loss: 0.0311669 | Time: 3094.31 ms
[2022-04-02 09:38:06	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311694 | val_loss: 0.0311756 | Time: 3018.32 ms
[2022-04-02 09:38:09	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311708 | val_loss: 0.031169 | Time: 3013 ms
[2022-04-02 09:38:12	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311686 | val_loss: 0.0311689 | Time: 3004.13 ms
[2022-04-02 09:38:15	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311671 | val_loss: 0.0311674 | Time: 3043.65 ms
[2022-04-02 09:38:18	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311664 | val_loss: 0.0311675 | Time: 3016.84 ms
[2022-04-02 09:38:21	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311657 | val_loss: 0.0311675 | Time: 3003.13 ms
[2022-04-02 09:38:24	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311649 | val_loss: 0.0311687 | Time: 3021.82 ms
[2022-04-02 09:38:27	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311648 | val_loss: 0.031167 | Time: 3040.22 ms
[2022-04-02 09:38:30	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311655 | val_loss: 0.0311676 | Time: 3015.53 ms
[2022-04-02 09:38:33	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311658 | val_loss: 0.0311671 | Time: 3022.22 ms
[2022-04-02 09:38:36	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311637 | val_loss: 0.0311683 | Time: 3006.03 ms
[2022-04-02 09:38:39	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311637 | val_loss: 0.0311683 | Time: 3007.38 ms
[2022-04-02 09:38:42	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311624 | val_loss: 0.0311698 | Time: 3018.02 ms
[2022-04-02 09:38:45	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311639 | val_loss: 0.0311757 | Time: 3007.91 ms
[2022-04-02 09:38:48	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311635 | val_loss: 0.0311694 | Time: 3072.21 ms
[2022-04-02 09:38:51	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.031164 | val_loss: 0.0311695 | Time: 3033.32 ms
[2022-04-02 09:38:54	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311624 | val_loss: 0.0311719 | Time: 2978.2 ms
[2022-04-02 09:38:57	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311637 | val_loss: 0.0311785 | Time: 2944.91 ms
[2022-04-02 09:39:00	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311646 | val_loss: 0.0311684 | Time: 2961.02 ms
[2022-04-02 09:39:03	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311618 | val_loss: 0.0311702 | Time: 2971.71 ms
[2022-04-02 09:39:06	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311631 | val_loss: 0.0311771 | Time: 3005.87 ms
[2022-04-02 09:39:09	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311627 | val_loss: 0.0311712 | Time: 2970.85 ms
[2022-04-02 09:39:12	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311626 | val_loss: 0.0311693 | Time: 2994.78 ms
[2022-04-02 09:39:15	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311594 | val_loss: 0.0311696 | Time: 2976.74 ms
[2022-04-02 09:39:18	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311615 | val_loss: 0.0311799 | Time: 2978.12 ms
[2022-04-02 09:39:21	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311612 | val_loss: 0.0311709 | Time: 2981.27 ms
[2022-04-02 09:39:24	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311617 | val_loss: 0.0311728 | Time: 3088.65 ms
[2022-04-02 09:39:27	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311609 | val_loss: 0.0311735 | Time: 2975.51 ms
[2022-04-02 09:39:30	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311597 | val_loss: 0.0311701 | Time: 2979.89 ms
[2022-04-02 09:39:33	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311592 | val_loss: 0.0311718 | Time: 2996.78 ms
[2022-04-02 09:39:36	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311579 | val_loss: 0.0311707 | Time: 2970.42 ms
[2022-04-02 09:39:39	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311586 | val_loss: 0.0311688 | Time: 2988.88 ms
[2022-04-02 09:39:42	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311579 | val_loss: 0.0311676 | Time: 3004.42 ms
[2022-04-02 09:39:45	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311575 | val_loss: 0.0311691 | Time: 2971.87 ms
[2022-04-02 09:39:48	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311587 | val_loss: 0.0311682 | Time: 2984.16 ms
[2022-04-02 09:39:51	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311608 | val_loss: 0.031165 | Time: 2971.46 ms
[2022-04-02 09:39:54	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311592 | val_loss: 0.0311661 | Time: 2966.81 ms
[2022-04-02 09:39:57	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311592 | val_loss: 0.0311672 | Time: 3024.68 ms
[2022-04-02 09:40:00	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311589 | val_loss: 0.0311676 | Time: 3000.87 ms
[2022-04-02 09:40:03	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.031158 | val_loss: 0.0311667 | Time: 2987.11 ms
[2022-04-02 09:40:06	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311578 | val_loss: 0.0311671 | Time: 2949.44 ms
[2022-04-02 09:40:09	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311569 | val_loss: 0.0311712 | Time: 2987.35 ms
[2022-04-02 09:40:12	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311564 | val_loss: 0.0311703 | Time: 2962.56 ms
[2022-04-02 09:40:15	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.031158 | val_loss: 0.0311736 | Time: 2976.53 ms
[2022-04-02 09:40:18	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311586 | val_loss: 0.0311654 | Time: 3003.19 ms
[2022-04-02 09:40:21	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311574 | val_loss: 0.0311684 | Time: 2974.03 ms
[2022-04-02 09:40:24	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311572 | val_loss: 0.0311696 | Time: 2984.1 ms
[2022-04-02 09:40:27	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311572 | val_loss: 0.0311671 | Time: 2964.07 ms
[2022-04-02 09:40:30	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311566 | val_loss: 0.0311714 | Time: 2952.32 ms
[2022-04-02 09:40:33	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311836 | val_loss: 0.0312067 | Time: 2979.81 ms
[2022-04-02 09:40:36	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0312146 | val_loss: 0.0312083 | Time: 3001.71 ms
[2022-04-02 09:40:39	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0312165 | val_loss: 0.031208 | Time: 3017.24 ms
[2022-04-02 09:40:42	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0312054 | val_loss: 0.0311958 | Time: 2996.81 ms
[2022-04-02 09:40:45	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311995 | val_loss: 0.0311919 | Time: 2982.26 ms
[2022-04-02 09:40:48	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311957 | val_loss: 0.0311877 | Time: 2958.21 ms
[2022-04-02 09:40:50	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311915 | val_loss: 0.0311879 | Time: 2979.66 ms
[2022-04-02 09:40:53	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311898 | val_loss: 0.0311849 | Time: 2977.62 ms
[2022-04-02 09:40:56	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311871 | val_loss: 0.0311825 | Time: 2971.17 ms
[2022-04-02 09:40:59	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311886 | val_loss: 0.0311845 | Time: 2998.92 ms
[2022-04-02 09:41:02	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311842 | val_loss: 0.0311809 | Time: 2998.73 ms
[2022-04-02 09:41:05	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311821 | val_loss: 0.0311778 | Time: 2957.32 ms
[2022-04-02 09:41:08	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311795 | val_loss: 0.0311768 | Time: 2985.1 ms
[2022-04-02 09:41:11	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311783 | val_loss: 0.0311763 | Time: 2986.68 ms
[2022-04-02 09:41:14	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311774 | val_loss: 0.0311766 | Time: 2962.92 ms
[2022-04-02 09:41:17	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311772 | val_loss: 0.0311741 | Time: 2961.1 ms
[2022-04-02 09:41:20	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311758 | val_loss: 0.0311765 | Time: 2990.34 ms
[2022-04-02 09:41:23	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311771 | val_loss: 0.0311817 | Time: 2972.85 ms
[2022-04-02 09:41:26	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311802 | val_loss: 0.0311767 | Time: 2997.95 ms
[2022-04-02 09:41:29	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311771 | val_loss: 0.0311797 | Time: 2968.67 ms
[2022-04-02 09:41:32	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311765 | val_loss: 0.0311765 | Time: 2970.9 ms
[2022-04-02 09:41:35	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311745 | val_loss: 0.031176 | Time: 2996.77 ms
[2022-04-02 09:41:38	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311733 | val_loss: 0.0311727 | Time: 2956.44 ms
[2022-04-02 09:41:41	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311724 | val_loss: 0.031175 | Time: 2984.92 ms
[2022-04-02 09:41:44	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311735 | val_loss: 0.0311728 | Time: 2949.18 ms
[2022-04-02 09:41:47	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311738 | val_loss: 0.0311745 | Time: 2985.05 ms
[2022-04-02 09:41:50	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311714 | val_loss: 0.0311727 | Time: 2999.86 ms
[2022-04-02 09:41:53	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311711 | val_loss: 0.0311732 | Time: 3023.61 ms
[2022-04-02 09:41:56	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311727 | val_loss: 0.0311768 | Time: 3015.01 ms
[2022-04-02 09:41:59	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311723 | val_loss: 0.0311741 | Time: 2985.77 ms
[2022-04-02 09:42:02	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.03117 | val_loss: 0.0311715 | Time: 3001.3 ms
[2022-04-02 09:42:05	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311718 | val_loss: 0.0311768 | Time: 2983.61 ms
[2022-04-02 09:42:08	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311724 | val_loss: 0.0311713 | Time: 2969.51 ms
[2022-04-02 09:42:11	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311719 | val_loss: 0.0311839 | Time: 2975.62 ms
[2022-04-02 09:42:14	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.031171 | val_loss: 0.0311748 | Time: 2974.65 ms
[2022-04-02 09:42:17	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311685 | val_loss: 0.0311715 | Time: 2976.47 ms
[2022-04-02 09:42:20	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311691 | val_loss: 0.0311706 | Time: 2953.47 ms
[2022-04-02 09:42:23	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311696 | val_loss: 0.0311761 | Time: 2970.96 ms
[2022-04-02 09:42:26	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311723 | val_loss: 0.0311714 | Time: 2975.58 ms
[2022-04-02 09:42:29	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311688 | val_loss: 0.0311733 | Time: 2989.23 ms
[2022-04-02 09:42:32	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311669 | val_loss: 0.0311702 | Time: 2988.12 ms
[2022-04-02 09:42:35	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311667 | val_loss: 0.0311714 | Time: 2983.51 ms
[2022-04-02 09:42:38	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311673 | val_loss: 0.0311704 | Time: 2989.1 ms
[2022-04-02 09:42:41	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311674 | val_loss: 0.0311692 | Time: 2999.83 ms
[2022-04-02 09:42:44	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311675 | val_loss: 0.0311724 | Time: 2986.31 ms
[2022-04-02 09:42:47	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311652 | val_loss: 0.0311691 | Time: 2948.79 ms
[2022-04-02 09:42:50	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311681 | val_loss: 0.0311729 | Time: 2979.39 ms
[2022-04-02 09:42:53	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.031168 | val_loss: 0.0311735 | Time: 2974.02 ms
[2022-04-02 09:42:56	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311689 | val_loss: 0.0311716 | Time: 2978.69 ms
[2022-04-02 09:42:59	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311661 | val_loss: 0.0311677 | Time: 2988.71 ms
[2022-04-02 09:43:02	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311655 | val_loss: 0.0311678 | Time: 2983.14 ms
[2022-04-02 09:43:05	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311658 | val_loss: 0.0311707 | Time: 2984.04 ms
[2022-04-02 09:43:08	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311669 | val_loss: 0.0311704 | Time: 2972.06 ms
[2022-04-02 09:43:11	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311642 | val_loss: 0.0311728 | Time: 2986.6 ms
[2022-04-02 09:43:14	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311644 | val_loss: 0.0311718 | Time: 2996.06 ms
[2022-04-02 09:43:17	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311632 | val_loss: 0.0311698 | Time: 2990.93 ms
[2022-04-02 09:43:20	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311621 | val_loss: 0.0311708 | Time: 2993.05 ms
[2022-04-02 09:43:23	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311661 | val_loss: 0.0311719 | Time: 2994.7 ms
[2022-04-02 09:43:26	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.031163 | val_loss: 0.0311708 | Time: 3001.96 ms
[2022-04-02 09:43:29	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311626 | val_loss: 0.0311688 | Time: 3017.51 ms
[2022-04-02 09:43:32	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311645 | val_loss: 0.0311731 | Time: 2974.36 ms
[2022-04-02 09:43:35	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311673 | val_loss: 0.03117 | Time: 2971.16 ms
[2022-04-02 09:43:38	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311633 | val_loss: 0.0311688 | Time: 2984.15 ms
[2022-04-02 09:43:41	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311627 | val_loss: 0.0311677 | Time: 3007.21 ms
[2022-04-02 09:43:44	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311636 | val_loss: 0.0311685 | Time: 2981.74 ms
[2022-04-02 09:43:47	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.031164 | val_loss: 0.0311697 | Time: 2979.64 ms
[2022-04-02 09:43:50	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311614 | val_loss: 0.0311674 | Time: 2983.33 ms
[2022-04-02 09:43:53	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311606 | val_loss: 0.0311665 | Time: 2983.27 ms
[2022-04-02 09:43:56	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311628 | val_loss: 0.0311738 | Time: 3006.18 ms
[2022-04-02 09:43:59	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311633 | val_loss: 0.0311678 | Time: 3015.08 ms
[2022-04-02 09:44:02	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311637 | val_loss: 0.0311673 | Time: 2972.09 ms
[2022-04-02 09:44:05	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311611 | val_loss: 0.0311678 | Time: 2990.29 ms
[2022-04-02 09:44:08	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311602 | val_loss: 0.0311708 | Time: 2984.58 ms
[2022-04-02 09:44:11	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311608 | val_loss: 0.0311684 | Time: 2992.88 ms
[2022-04-02 09:44:14	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311604 | val_loss: 0.0311754 | Time: 2982.82 ms
[2022-04-02 09:44:17	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311624 | val_loss: 0.0311707 | Time: 2983.44 ms
[2022-04-02 09:44:20	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311656 | val_loss: 0.0311713 | Time: 2996.48 ms
[2022-04-02 09:44:23	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311648 | val_loss: 0.0311696 | Time: 3010.56 ms
[2022-04-02 09:44:26	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311628 | val_loss: 0.0311695 | Time: 2999.73 ms
[2022-04-02 09:44:29	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311619 | val_loss: 0.0311704 | Time: 2992.07 ms
[2022-04-02 09:44:32	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311637 | val_loss: 0.0311737 | Time: 2987.48 ms
[2022-04-02 09:44:35	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311624 | val_loss: 0.0311694 | Time: 2954.03 ms
[2022-04-02 09:44:38	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311614 | val_loss: 0.0311684 | Time: 2974.61 ms
[2022-04-02 09:44:41	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311621 | val_loss: 0.0311699 | Time: 2976.32 ms
[2022-04-02 09:44:44	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311616 | val_loss: 0.0311687 | Time: 3011.11 ms
[2022-04-02 09:44:47	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311607 | val_loss: 0.0311704 | Time: 2981.48 ms
[2022-04-02 09:44:50	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311604 | val_loss: 0.031169 | Time: 2996.47 ms
[2022-04-02 09:44:53	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311589 | val_loss: 0.0311692 | Time: 2985.05 ms
[2022-04-02 09:44:56	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311621 | val_loss: 0.031171 | Time: 2972.79 ms
[2022-04-02 09:44:59	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311701 | val_loss: 0.0311808 | Time: 2990.19 ms
[2022-04-02 09:45:02	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311683 | val_loss: 0.0311716 | Time: 3027.27 ms
[2022-04-02 09:45:05	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311646 | val_loss: 0.0311695 | Time: 2978.77 ms
[2022-04-02 09:45:08	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311623 | val_loss: 0.031169 | Time: 2982.4 ms
[2022-04-02 09:45:11	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311618 | val_loss: 0.0311708 | Time: 2995.67 ms
[2022-04-02 09:45:14	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311603 | val_loss: 0.0311755 | Time: 2991.02 ms
[2022-04-02 09:45:17	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311614 | val_loss: 0.031169 | Time: 3001.71 ms
[2022-04-02 09:45:20	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311605 | val_loss: 0.031174 | Time: 2984.95 ms
[2022-04-02 09:45:23	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311634 | val_loss: 0.0311716 | Time: 2991.67 ms
[2022-04-02 09:45:26	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311629 | val_loss: 0.0311709 | Time: 2998.03 ms
[2022-04-02 09:45:29	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311614 | val_loss: 0.0311683 | Time: 2976.83 ms
[2022-04-02 09:45:32	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311595 | val_loss: 0.0311705 | Time: 3002.91 ms
[2022-04-02 09:45:35	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311589 | val_loss: 0.0311649 | Time: 2991.15 ms
[2022-04-02 09:45:38	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311573 | val_loss: 0.031167 | Time: 2994.46 ms
[2022-04-02 09:45:41	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311584 | val_loss: 0.0311679 | Time: 2988.64 ms
[2022-04-02 09:45:44	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311619 | val_loss: 0.0311678 | Time: 2978.79 ms
[2022-04-02 09:45:47	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311607 | val_loss: 0.0311702 | Time: 2969.7 ms
[2022-04-02 09:45:50	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311598 | val_loss: 0.031167 | Time: 2951.48 ms
[2022-04-02 09:45:53	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311592 | val_loss: 0.0311674 | Time: 2968.95 ms
[2022-04-02 09:45:56	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311626 | val_loss: 0.0311683 | Time: 2995.57 ms
[2022-04-02 09:45:59	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311617 | val_loss: 0.0311672 | Time: 3008.07 ms
[2022-04-02 09:46:02	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311598 | val_loss: 0.0311723 | Time: 2998.96 ms
[2022-04-02 09:46:05	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.031158 | val_loss: 0.0311663 | Time: 2966.57 ms
[2022-04-02 09:46:08	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311563 | val_loss: 0.0311686 | Time: 2981.45 ms
[2022-04-02 09:46:11	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311592 | val_loss: 0.0311676 | Time: 2969.6 ms
[2022-04-02 09:46:14	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311581 | val_loss: 0.0311762 | Time: 2971.85 ms
[2022-04-02 09:46:17	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.031156 | val_loss: 0.0311658 | Time: 2986.09 ms
[2022-04-02 09:46:20	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311565 | val_loss: 0.031165 | Time: 2973.79 ms
[2022-04-02 09:46:23	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311557 | val_loss: 0.0311668 | Time: 2985.8 ms
[2022-04-02 09:46:25	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.031155 | val_loss: 0.0311691 | Time: 2976.68 ms
[2022-04-02 09:46:28	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311559 | val_loss: 0.0311685 | Time: 2991.1 ms
[2022-04-02 09:46:31	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311575 | val_loss: 0.0311659 | Time: 2951.69 ms
[2022-04-02 09:46:34	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311558 | val_loss: 0.0311723 | Time: 2946.95 ms
[2022-04-02 09:46:37	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311578 | val_loss: 0.031164 | Time: 2951.19 ms
[2022-04-02 09:46:40	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311564 | val_loss: 0.031165 | Time: 2952.81 ms
[2022-04-02 09:46:43	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.031156 | val_loss: 0.0311669 | Time: 3004.65 ms
[2022-04-02 09:46:46	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311568 | val_loss: 0.0311673 | Time: 2982 ms
[2022-04-02 09:46:49	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311558 | val_loss: 0.0311685 | Time: 2982.98 ms
[2022-04-02 09:46:52	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311572 | val_loss: 0.0311678 | Time: 2961.29 ms
[2022-04-02 09:46:55	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311581 | val_loss: 0.0311675 | Time: 2973.51 ms
[2022-04-02 09:46:58	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.031156 | val_loss: 0.0311689 | Time: 2956.52 ms
[2022-04-02 09:47:01	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311555 | val_loss: 0.0311664 | Time: 2992.07 ms
[2022-04-02 09:47:04	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311536 | val_loss: 0.0311654 | Time: 2958.39 ms
[2022-04-02 09:47:07	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311536 | val_loss: 0.0311652 | Time: 2983.79 ms
[2022-04-02 09:47:10	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311525 | val_loss: 0.0311661 | Time: 2959.81 ms
[2022-04-02 09:47:13	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311529 | val_loss: 0.0311678 | Time: 2990.22 ms
[2022-04-02 09:47:16	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311511 | val_loss: 0.031168 | Time: 3014.44 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1050 Ti)
[2022-04-02 11:10:16	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-02 11:10:16	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-02 11:10:16	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-02 11:10:16	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-02 11:10:16	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-02 11:10:16	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-02 11:10:16	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-02 11:10:16	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-02 11:10:16	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-02 11:10:16	                main:474]	:	INFO	:	Configuration: 
[2022-04-02 11:10:16	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-02 11:10:16	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-02 11:10:16	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-02 11:10:16	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-02 11:10:16	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-02 11:10:16	                main:480]	:	INFO	:	    Patience: 10
[2022-04-02 11:10:16	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-02 11:10:16	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-02 11:10:16	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-02 11:10:16	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-02 11:10:16	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-02 11:10:16	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-02 11:10:17	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-02 11:10:18	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-02 11:10:18	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-02 11:10:18	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-02 11:10:18	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-02 11:10:18	                main:494]	:	INFO	:	Creating Model
[2022-04-02 11:10:18	                main:507]	:	INFO	:	Preparing config file
[2022-04-02 11:10:18	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-02 11:10:18	                main:512]	:	INFO	:	Loading config
[2022-04-02 11:10:18	                main:514]	:	INFO	:	Loading state
[2022-04-02 11:10:18	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-02 11:10:18	                main:562]	:	INFO	:	Starting Training
[2022-04-02 11:10:22	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311934 | val_loss: 0.031178 | Time: 3183.69 ms
[2022-04-02 11:10:25	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311636 | val_loss: 0.0311663 | Time: 3070.37 ms
[2022-04-02 11:10:28	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311584 | val_loss: 0.0311664 | Time: 3060.38 ms
[2022-04-02 11:10:31	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311589 | val_loss: 0.0311672 | Time: 3057.91 ms
[2022-04-02 11:10:34	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311572 | val_loss: 0.0311625 | Time: 3071.27 ms
[2022-04-02 11:10:34	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311625
[2022-04-02 11:10:34	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-02 11:10:34	                main:608]	:	INFO	:	Success, exiting..
11:10:34 (19952): called boinc_finish(0)

</stderr_txt>
]]>


©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)